Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 210 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.7 KiB |
| Average record size in memory | 120.6 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 3 |
country has a high cardinality: 210 distinct values | High cardinality |
country code has a high cardinality: 210 distinct values | High cardinality |
countryiso3code has a high cardinality: 210 distinct values | High cardinality |
NE.EXP.GNFS.ZS is highly correlated with NE.IMP.GNFS.ZS | High correlation |
BX.KLT.DINV.CD.WD is highly correlated with NY.GDP.MKTP.CD and 1 other fields | High correlation |
NY.GDP.MKTP.CD is highly correlated with BX.KLT.DINV.CD.WD and 2 other fields | High correlation |
NE.IMP.GNFS.ZS is highly correlated with NE.EXP.GNFS.ZS | High correlation |
EN.POP.DNST is highly correlated with AG.SRF.TOTL.K2 | High correlation |
SP.POP.GROW is highly correlated with SP.URB.GROW | High correlation |
SP.POP.TOTL is highly correlated with BX.KLT.DINV.CD.WD and 2 other fields | High correlation |
AG.SRF.TOTL.K2 is highly correlated with NY.GDP.MKTP.CD and 2 other fields | High correlation |
SP.URB.GROW is highly correlated with SP.POP.GROW | High correlation |
NE.EXP.GNFS.ZS is highly correlated with NE.IMP.GNFS.ZS | High correlation |
BX.KLT.DINV.CD.WD is highly correlated with NY.GDP.MKTP.CD and 2 other fields | High correlation |
NY.GDP.MKTP.CD is highly correlated with BX.KLT.DINV.CD.WD and 1 other fields | High correlation |
NE.IMP.GNFS.ZS is highly correlated with NE.EXP.GNFS.ZS | High correlation |
SP.POP.GROW is highly correlated with SP.URB.GROW | High correlation |
SP.POP.TOTL is highly correlated with BX.KLT.DINV.CD.WD | High correlation |
AG.SRF.TOTL.K2 is highly correlated with BX.KLT.DINV.CD.WD and 1 other fields | High correlation |
SP.URB.GROW is highly correlated with SP.POP.GROW | High correlation |
NE.EXP.GNFS.ZS is highly correlated with NE.IMP.GNFS.ZS | High correlation |
BX.KLT.DINV.CD.WD is highly correlated with NY.GDP.MKTP.CD | High correlation |
NY.GDP.MKTP.CD is highly correlated with BX.KLT.DINV.CD.WD and 1 other fields | High correlation |
NE.IMP.GNFS.ZS is highly correlated with NE.EXP.GNFS.ZS | High correlation |
SP.POP.GROW is highly correlated with SP.URB.GROW | High correlation |
SP.POP.TOTL is highly correlated with NY.GDP.MKTP.CD and 1 other fields | High correlation |
AG.SRF.TOTL.K2 is highly correlated with SP.POP.TOTL | High correlation |
SP.URB.GROW is highly correlated with SP.POP.GROW | High correlation |
NE.EXP.GNFS.ZS is highly correlated with NE.IMP.GNFS.ZS and 1 other fields | High correlation |
BX.KLT.DINV.CD.WD is highly correlated with NY.GDP.MKTP.CD and 2 other fields | High correlation |
NY.GDP.MKTP.CD is highly correlated with BX.KLT.DINV.CD.WD and 2 other fields | High correlation |
NY.GDP.MKTP.KD.ZG is highly correlated with EN.POP.DNST and 2 other fields | High correlation |
NE.IMP.GNFS.ZS is highly correlated with NE.EXP.GNFS.ZS and 1 other fields | High correlation |
EN.POP.DNST is highly correlated with NE.EXP.GNFS.ZS and 2 other fields | High correlation |
SP.POP.GROW is highly correlated with NY.GDP.MKTP.KD.ZG and 1 other fields | High correlation |
SP.POP.TOTL is highly correlated with BX.KLT.DINV.CD.WD and 2 other fields | High correlation |
AG.SRF.TOTL.K2 is highly correlated with BX.KLT.DINV.CD.WD and 2 other fields | High correlation |
SP.URB.GROW is highly correlated with NY.GDP.MKTP.KD.ZG and 1 other fields | High correlation |
df_index is uniformly distributed | Uniform |
country is uniformly distributed | Uniform |
country code is uniformly distributed | Uniform |
countryiso3code is uniformly distributed | Uniform |
df_index has unique values | Unique |
country has unique values | Unique |
country code has unique values | Unique |
countryiso3code has unique values | Unique |
EN.POP.DNST has unique values | Unique |
SP.POP.GROW has unique values | Unique |
SP.POP.TOTL has unique values | Unique |
NE.EXP.GNFS.ZS has 30 (14.3%) zeros | Zeros |
BX.KLT.DINV.CD.WD has 20 (9.5%) zeros | Zeros |
NY.GDP.MKTP.CD has 7 (3.3%) zeros | Zeros |
NY.GDP.MKTP.KD.ZG has 10 (4.8%) zeros | Zeros |
NE.IMP.GNFS.ZS has 30 (14.3%) zeros | Zeros |
NY.GDP.DEFL.KD.ZG has 10 (4.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-20 13:57:21.969211 |
|---|---|
| Analysis finished | 2022-07-20 13:57:42.459050 |
| Duration | 20.49 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2204.5 |
| Minimum | 10 |
|---|---|
| Maximum | 4399 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 229.45 |
| Q1 | 1107.25 |
| median | 2204.5 |
| Q3 | 3301.75 |
| 95-th percentile | 4179.55 |
| Maximum | 4399 |
| Range | 4389 |
| Interquartile range (IQR) | 2194.5 |
Descriptive statistics
| Standard deviation | 1276.084833 |
|---|---|
| Coefficient of variation (CV) | 0.5788545396 |
| Kurtosis | -1.2 |
| Mean | 2204.5 |
| Median Absolute Deviation (MAD) | 1102.5 |
| Skewness | 0 |
| Sum | 462945 |
| Variance | 1628392.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 1 | 0.5% |
| 3307 | 1 | 0.5% |
| 2803 | 1 | 0.5% |
| 2824 | 1 | 0.5% |
| 2845 | 1 | 0.5% |
| 2866 | 1 | 0.5% |
| 2887 | 1 | 0.5% |
| 2908 | 1 | 0.5% |
| 2929 | 1 | 0.5% |
| 2950 | 1 | 0.5% |
| Other values (200) | 200 |
| Value | Count | Frequency (%) |
| 10 | 1 | |
| 31 | 1 | |
| 52 | 1 | |
| 73 | 1 | |
| 94 | 1 | |
| 115 | 1 | |
| 136 | 1 | |
| 157 | 1 | |
| 178 | 1 | |
| 199 | 1 |
| Value | Count | Frequency (%) |
| 4399 | 1 | |
| 4378 | 1 | |
| 4357 | 1 | |
| 4336 | 1 | |
| 4315 | 1 | |
| 4294 | 1 | |
| 4273 | 1 | |
| 4252 | 1 | |
| 4231 | 1 | |
| 4210 | 1 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 KiB |
| Afghanistan | 1 |
|---|---|
| Rwanda | 1 |
| Nepal | 1 |
| Netherlands | 1 |
| New Caledonia | 1 |
| Other values (205) |
Length
| Max length | 30 |
|---|---|
| Median length | 22 |
| Mean length | 9.557142857 |
| Min length | 4 |
Characters and Unicode
| Total characters | 2007 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 210 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | American Samoa |
| 5th row | Andorra |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 1 | 0.5% |
| Rwanda | 1 | 0.5% |
| Nepal | 1 | 0.5% |
| Netherlands | 1 | 0.5% |
| New Caledonia | 1 | 0.5% |
| New Zealand | 1 | 0.5% |
| Nicaragua | 1 | 0.5% |
| Niger | 1 | 0.5% |
| Nigeria | 1 | 0.5% |
| North Macedonia | 1 | 0.5% |
| Other values (200) | 200 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| islands | 8 | 2.7% |
| and | 7 | 2.3% |
| rep | 7 | 2.3% |
| republic | 6 | 2.0% |
| st | 4 | 1.3% |
| the | 3 | 1.0% |
| new | 3 | 1.0% |
| united | 3 | 1.0% |
| arab | 3 | 1.0% |
| guinea | 3 | 1.0% |
| Other values (244) | 253 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 284 | 14.2% |
| i | 159 | 7.9% |
| n | 153 | 7.6% |
| e | 140 | 7.0% |
| r | 112 | 5.6% |
| o | 101 | 5.0% |
| 90 | 4.5% | |
| u | 73 | 3.6% |
| t | 72 | 3.6% |
| s | 71 | 3.5% |
| Other values (47) | 752 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1584 | |
| Uppercase Letter | 295 | 14.7% |
| Space Separator | 90 | 4.5% |
| Other Punctuation | 30 | 1.5% |
| Close Punctuation | 3 | 0.1% |
| Open Punctuation | 3 | 0.1% |
| Dash Punctuation | 2 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 284 | |
| i | 159 | |
| n | 153 | |
| e | 140 | |
| r | 112 | 7.1% |
| o | 101 | 6.4% |
| u | 73 | 4.6% |
| t | 72 | 4.5% |
| s | 71 | 4.5% |
| l | 70 | 4.4% |
| Other values (16) | 349 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 33 | 11.2% |
| M | 24 | 8.1% |
| C | 22 | 7.5% |
| B | 22 | 7.5% |
| R | 20 | 6.8% |
| A | 19 | 6.4% |
| I | 18 | 6.1% |
| G | 16 | 5.4% |
| T | 15 | 5.1% |
| P | 14 | 4.7% |
| Other values (14) | 92 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 17 | |
| , | 11 | |
| ' | 2 | 6.7% |
Space Separator
| Value | Count | Frequency (%) |
| 90 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1879 | |
| Common | 128 | 6.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 284 | |
| i | 159 | 8.5% |
| n | 153 | 8.1% |
| e | 140 | 7.5% |
| r | 112 | 6.0% |
| o | 101 | 5.4% |
| u | 73 | 3.9% |
| t | 72 | 3.8% |
| s | 71 | 3.8% |
| l | 70 | 3.7% |
| Other values (40) | 644 |
Common
| Value | Count | Frequency (%) |
| 90 | ||
| . | 17 | 13.3% |
| , | 11 | 8.6% |
| ) | 3 | 2.3% |
| ( | 3 | 2.3% |
| ' | 2 | 1.6% |
| - | 2 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2007 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 284 | 14.2% |
| i | 159 | 7.9% |
| n | 153 | 7.6% |
| e | 140 | 7.0% |
| r | 112 | 5.6% |
| o | 101 | 5.0% |
| 90 | 4.5% | |
| u | 73 | 3.6% |
| t | 72 | 3.6% |
| s | 71 | 3.5% |
| Other values (47) | 752 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 KiB |
| AF | 1 |
|---|---|
| RW | 1 |
| NP | 1 |
| NL | 1 |
| NC | 1 |
| Other values (205) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 420 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 210 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | AF |
|---|---|
| 2nd row | AL |
| 3rd row | DZ |
| 4th row | AS |
| 5th row | AD |
Common Values
| Value | Count | Frequency (%) |
| AF | 1 | 0.5% |
| RW | 1 | 0.5% |
| NP | 1 | 0.5% |
| NL | 1 | 0.5% |
| NC | 1 | 0.5% |
| NZ | 1 | 0.5% |
| NI | 1 | 0.5% |
| NE | 1 | 0.5% |
| NG | 1 | 0.5% |
| MK | 1 | 0.5% |
| Other values (200) | 200 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| af | 1 | 0.5% |
| cz | 1 | 0.5% |
| bw | 1 | 0.5% |
| az | 1 | 0.5% |
| dz | 1 | 0.5% |
| as | 1 | 0.5% |
| ad | 1 | 0.5% |
| ao | 1 | 0.5% |
| ag | 1 | 0.5% |
| ar | 1 | 0.5% |
| Other values (200) | 200 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 34 | 8.1% |
| S | 28 | 6.7% |
| G | 26 | 6.2% |
| A | 23 | 5.5% |
| B | 23 | 5.5% |
| C | 23 | 5.5% |
| T | 23 | 5.5% |
| N | 20 | 4.8% |
| L | 19 | 4.5% |
| E | 19 | 4.5% |
| Other values (16) | 182 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 420 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 34 | 8.1% |
| S | 28 | 6.7% |
| G | 26 | 6.2% |
| A | 23 | 5.5% |
| B | 23 | 5.5% |
| C | 23 | 5.5% |
| T | 23 | 5.5% |
| N | 20 | 4.8% |
| L | 19 | 4.5% |
| E | 19 | 4.5% |
| Other values (16) | 182 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 420 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 34 | 8.1% |
| S | 28 | 6.7% |
| G | 26 | 6.2% |
| A | 23 | 5.5% |
| B | 23 | 5.5% |
| C | 23 | 5.5% |
| T | 23 | 5.5% |
| N | 20 | 4.8% |
| L | 19 | 4.5% |
| E | 19 | 4.5% |
| Other values (16) | 182 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 420 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 34 | 8.1% |
| S | 28 | 6.7% |
| G | 26 | 6.2% |
| A | 23 | 5.5% |
| B | 23 | 5.5% |
| C | 23 | 5.5% |
| T | 23 | 5.5% |
| N | 20 | 4.8% |
| L | 19 | 4.5% |
| E | 19 | 4.5% |
| Other values (16) | 182 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 KiB |
| AFG | 1 |
|---|---|
| RWA | 1 |
| NPL | 1 |
| NLD | 1 |
| NCL | 1 |
| Other values (205) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 630 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 210 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | AFG |
|---|---|
| 2nd row | ALB |
| 3rd row | DZA |
| 4th row | ASM |
| 5th row | AND |
Common Values
| Value | Count | Frequency (%) |
| AFG | 1 | 0.5% |
| RWA | 1 | 0.5% |
| NPL | 1 | 0.5% |
| NLD | 1 | 0.5% |
| NCL | 1 | 0.5% |
| NZL | 1 | 0.5% |
| NIC | 1 | 0.5% |
| NER | 1 | 0.5% |
| NGA | 1 | 0.5% |
| MKD | 1 | 0.5% |
| Other values (200) | 200 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| afg | 1 | 0.5% |
| cze | 1 | 0.5% |
| bwa | 1 | 0.5% |
| aze | 1 | 0.5% |
| dza | 1 | 0.5% |
| asm | 1 | 0.5% |
| and | 1 | 0.5% |
| ago | 1 | 0.5% |
| atg | 1 | 0.5% |
| arg | 1 | 0.5% |
| Other values (200) | 200 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 47 | 7.5% |
| R | 47 | 7.5% |
| M | 46 | 7.3% |
| N | 44 | 7.0% |
| L | 35 | 5.6% |
| S | 35 | 5.6% |
| B | 34 | 5.4% |
| G | 31 | 4.9% |
| T | 30 | 4.8% |
| C | 28 | 4.4% |
| Other values (16) | 253 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 630 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 47 | 7.5% |
| R | 47 | 7.5% |
| M | 46 | 7.3% |
| N | 44 | 7.0% |
| L | 35 | 5.6% |
| S | 35 | 5.6% |
| B | 34 | 5.4% |
| G | 31 | 4.9% |
| T | 30 | 4.8% |
| C | 28 | 4.4% |
| Other values (16) | 253 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 630 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 47 | 7.5% |
| R | 47 | 7.5% |
| M | 46 | 7.3% |
| N | 44 | 7.0% |
| L | 35 | 5.6% |
| S | 35 | 5.6% |
| B | 34 | 5.4% |
| G | 31 | 4.9% |
| T | 30 | 4.8% |
| C | 28 | 4.4% |
| Other values (16) | 253 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 630 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 47 | 7.5% |
| R | 47 | 7.5% |
| M | 46 | 7.3% |
| N | 44 | 7.0% |
| L | 35 | 5.6% |
| S | 35 | 5.6% |
| B | 34 | 5.4% |
| G | 31 | 4.9% |
| T | 30 | 4.8% |
| C | 28 | 4.4% |
| Other values (16) | 253 |
NE.EXP.GNFS.ZS
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 181 |
|---|---|
| Distinct (%) | 86.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.05432139 |
| Minimum | 0 |
|---|---|
| Maximum | 299.3755782 |
| Zeros | 30 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 16.86981574 |
| median | 30.8382353 |
| Q3 | 48.60927562 |
| 95-th percentile | 78.36301702 |
| Maximum | 299.3755782 |
| Range | 299.3755782 |
| Interquartile range (IQR) | 31.73945988 |
Descriptive statistics
| Standard deviation | 33.27727967 |
|---|---|
| Coefficient of variation (CV) | 0.9229761755 |
| Kurtosis | 21.31942025 |
| Mean | 36.05432139 |
| Median Absolute Deviation (MAD) | 15.92594385 |
| Skewness | 3.413033696 |
| Sum | 7571.407492 |
| Variance | 1107.377342 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 30 | 14.3% |
| 28.44395451 | 1 | 0.5% |
| 48.28195448 | 1 | 0.5% |
| 51.85185185 | 1 | 0.5% |
| 9.582536172 | 1 | 0.5% |
| 69.80367248 | 1 | 0.5% |
| 20.19947492 | 1 | 0.5% |
| 30.27362768 | 1 | 0.5% |
| 40.46660572 | 1 | 0.5% |
| 16.1844146 | 1 | 0.5% |
| Other values (171) | 171 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 6.378376598 | 1 | 0.5% |
| 8.565425132 | 1 | 0.5% |
| 8.570288158 | 1 | 0.5% |
| 9.582536172 | 1 | 0.5% |
| 9.638904635 | 1 | 0.5% |
| 9.700001639 | 1 | 0.5% |
| 10.62367325 | 1 | 0.5% |
| 10.74843969 | 1 | 0.5% |
| 10.86558477 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 299.3755782 | 1 | |
| 197.9989608 | 1 | |
| 162.7098571 | 1 | |
| 150.9467424 | 1 | |
| 103.2465663 | 1 | |
| 93.79878086 | 1 | |
| 86.93029507 | 1 | |
| 85.7584332 | 1 | |
| 82.24238564 | 1 | |
| 81.07308759 | 1 |
BX.KLT.DINV.CD.WD
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 191 |
|---|---|
| Distinct (%) | 91.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8679640265 |
| Minimum | -2.200732516 × 1010 |
|---|---|
| Maximum | 2.64039 × 1011 |
| Zeros | 20 |
| Zeros (%) | 9.5% |
| Negative | 8 |
| Negative (%) | 3.8% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -2.200732516 × 1010 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 94567971.77 |
| median | 531124186.1 |
| Q3 | 2740225000 |
| 95-th percentile | 3.902093846 × 1010 |
| Maximum | 2.64039 × 1011 |
| Range | 2.860463252 × 1011 |
| Interquartile range (IQR) | 2645657028 |
Descriptive statistics
| Standard deviation | 2.97542209 × 1010 |
|---|---|
| Coefficient of variation (CV) | 3.428047706 |
| Kurtosis | 45.40789292 |
| Mean | 8679640265 |
| Median Absolute Deviation (MAD) | 531124186.1 |
| Skewness | 6.18538391 |
| Sum | 1.822724456 × 1012 |
| Variance | 8.853136612 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 20 | 9.5% |
| 190774432 | 1 | 0.5% |
| 1242652796 | 1 | 0.5% |
| 87741711.63 | 1 | 0.5% |
| 1.157532732 × 1011 | 1 | 0.5% |
| 1439085573 | 1 | 0.5% |
| 286306903 | 1 | 0.5% |
| 489900000 | 1 | 0.5% |
| 796636157.9 | 1 | 0.5% |
| 6026253091 | 1 | 0.5% |
| Other values (181) | 181 |
| Value | Count | Frequency (%) |
| -2.200732516 × 1010 | 1 | 0.5% |
| -2.077028026 × 1010 | 1 | 0.5% |
| -1.176786193 × 1010 | 1 | 0.5% |
| -3227211182 | 1 | 0.5% |
| -255700000 | 1 | 0.5% |
| -113160683.7 | 1 | 0.5% |
| -9356673.132 | 1 | 0.5% |
| -6602470.868 | 1 | 0.5% |
| 0 | 20 | |
| 336435.0688 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 2.64039 × 1011 | 1 | |
| 2.437034346 × 1011 | 1 | |
| 1.254918949 × 1011 | 1 | |
| 1.157532732 × 1011 | 1 | |
| 8.60375021 × 1010 | 1 | |
| 8.238993247 × 1010 | 1 | |
| 6.673455129 × 1010 | 1 | |
| 5.532243416 × 1010 | 1 | |
| 4.316778 × 1010 | 1 | |
| 4.238682491 × 1010 | 1 |
NY.GDP.MKTP.CD
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 204 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.087405948 × 1011 |
| Minimum | 0 |
|---|---|
| Maximum | 1.504896444 × 1013 |
| Zeros | 7 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 171898255 |
| Q1 | 4198743112 |
| median | 1.674561162 × 1010 |
| Q3 | 1.369453255 × 1011 |
| 95-th percentile | 1.478653298 × 1012 |
| Maximum | 1.504896444 × 1013 |
| Range | 1.504896444 × 1013 |
| Interquartile range (IQR) | 1.327465824 × 1011 |
Descriptive statistics
| Standard deviation | 1.255886832 × 1012 |
|---|---|
| Coefficient of variation (CV) | 4.067773573 |
| Kurtosis | 94.70820689 |
| Mean | 3.087405948 × 1011 |
| Median Absolute Deviation (MAD) | 1.604199378 × 1010 |
| Skewness | 8.850354373 |
| Sum | 6.483552491 × 1013 |
| Variance | 1.577251736 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7 | 3.3% |
| 6.499349805 × 1010 | 1 | 0.5% |
| 1.600265643 × 1010 | 1 | 0.5% |
| 8.47380859 × 1011 | 1 | 0.5% |
| 9364347372 | 1 | 0.5% |
| 1.465175412 × 1011 | 1 | 0.5% |
| 8758639096 | 1 | 0.5% |
| 7851191899 | 1 | 0.5% |
| 3.614566222 × 1011 | 1 | 0.5% |
| 9407168702 | 1 | 0.5% |
| Other values (194) | 194 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 32104201.06 | 1 | 0.5% |
| 47564520.39 | 1 | 0.5% |
| 155299728.5 | 1 | 0.5% |
| 160407100 | 1 | 0.5% |
| 185943000 | 1 | 0.5% |
| 196652514.3 | 1 | 0.5% |
| 296944100 | 1 | 0.5% |
| 366840012.4 | 1 | 0.5% |
| 493825925.9 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 1.504896444 × 1013 | 1 | |
| 6.087163875 × 1012 | 1 | |
| 5.759071769 × 1012 | 1 | |
| 3.39966782 × 1012 | 1 | |
| 2.645187882 × 1012 | 1 | |
| 2.491110093 × 1012 | 1 | |
| 2.208838109 × 1012 | 1 | |
| 2.136099955 × 1012 | 1 | |
| 1.675615336 × 1012 | 1 | |
| 1.617343367 × 1012 | 1 |
| Distinct | 201 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9106875 |
| Minimum | -8.924175889 |
|---|---|
| Maximum | 19.67532314 |
| Zeros | 10 |
| Zeros (%) | 4.8% |
| Negative | 23 |
| Negative (%) | 11.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -8.924175889 |
|---|---|
| 5-th percentile | -2.619895483 |
| Q1 | 1.53923984 |
| median | 3.750467437 |
| Q3 | 6.393214055 |
| 95-th percentile | 10.22182716 |
| Maximum | 19.67532314 |
| Range | 28.59949903 |
| Interquartile range (IQR) | 4.853974215 |
Descriptive statistics
| Standard deviation | 4.194407376 |
|---|---|
| Coefficient of variation (CV) | 1.072549872 |
| Kurtosis | 1.660546065 |
| Mean | 3.9106875 |
| Median Absolute Deviation (MAD) | 2.440557422 |
| Skewness | 0.2973997712 |
| Sum | 821.244375 |
| Variance | 17.59305324 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10 | 4.8% |
| 1.606688629 | 1 | 0.5% |
| 4.816414651 | 1 | 0.5% |
| 1.342739336 | 1 | 0.5% |
| 1.523877571 | 1 | 0.5% |
| 4.409645499 | 1 | 0.5% |
| 8.578166743 | 1 | 0.5% |
| 8.005655915 | 1 | 0.5% |
| 3.358750858 | 1 | 0.5% |
| 1.395939086 | 1 | 0.5% |
| Other values (191) | 191 |
| Value | Count | Frequency (%) |
| -8.924175889 | 1 | |
| -7.840594744 | 1 | |
| -5.651511534 | 1 | |
| -5.478627432 | 1 | |
| -5.473684211 | 1 | |
| -4.470941885 | 1 | |
| -4.47046905 | 1 | |
| -3.90123628 | 1 | |
| -2.832774915 | 1 | |
| -2.732595966 | 1 |
| Value | Count | Frequency (%) |
| 19.67532314 | 1 | |
| 19.59233153 | 1 | |
| 14.51974971 | 1 | |
| 14.36244147 | 1 | |
| 13.55010086 | 1 | |
| 12.55053835 | 1 | |
| 11.945896 | 1 | |
| 11.11111111 | 1 | |
| 11.09523127 | 1 | |
| 10.63587106 | 1 |
NE.IMP.GNFS.ZS
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 181 |
|---|---|
| Distinct (%) | 86.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.28895891 |
| Minimum | 0 |
|---|---|
| Maximum | 287.0259019 |
| Zeros | 30 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 24.48924201 |
| median | 36.65104892 |
| Q3 | 55.48909748 |
| 95-th percentile | 84.58165128 |
| Maximum | 287.0259019 |
| Range | 287.0259019 |
| Interquartile range (IQR) | 30.99985547 |
Descriptive statistics
| Standard deviation | 32.78722963 |
|---|---|
| Coefficient of variation (CV) | 0.7940919436 |
| Kurtosis | 15.68693721 |
| Mean | 41.28895891 |
| Median Absolute Deviation (MAD) | 15.52700868 |
| Skewness | 2.650542403 |
| Sum | 8670.681372 |
| Variance | 1075.002427 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 30 | 14.3% |
| 42.19674579 | 1 | 0.5% |
| 59.7905227 | 1 | 0.5% |
| 48.14814815 | 1 | 0.5% |
| 36.4023696 | 1 | 0.5% |
| 61.71840166 | 1 | 0.5% |
| 47.96900748 | 1 | 0.5% |
| 27.97798782 | 1 | 0.5% |
| 59.896393 | 1 | 0.5% |
| 35.7615717 | 1 | 0.5% |
| Other values (171) | 171 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 8.177212645 | 1 | 0.5% |
| 11.90659334 | 1 | 0.5% |
| 13.57996924 | 1 | 0.5% |
| 15.87853443 | 1 | 0.5% |
| 16.03718986 | 1 | 0.5% |
| 17.60648654 | 1 | 0.5% |
| 17.66014555 | 1 | 0.5% |
| 17.72167641 | 1 | 0.5% |
| 17.92375841 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 287.0259019 | 1 | |
| 171.686595 | 1 | |
| 150.8899552 | 1 | |
| 130.9620198 | 1 | |
| 125.8475181 | 1 | |
| 110.8533849 | 1 | |
| 108.0818232 | 1 | |
| 107.9772525 | 1 | |
| 94.41535777 | 1 | |
| 88.3926786 | 1 |
| Distinct | 201 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.463473949 |
| Minimum | -19 |
|---|---|
| Maximum | 48.58168995 |
| Zeros | 10 |
| Zeros (%) | 4.8% |
| Negative | 17 |
| Negative (%) | 8.1% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -19 |
|---|---|
| 5-th percentile | -0.9623512521 |
| Q1 | 1.059147942 |
| median | 3.988770888 |
| Q3 | 9.127428804 |
| 95-th percentile | 22.74083199 |
| Maximum | 48.58168995 |
| Range | 67.58168995 |
| Interquartile range (IQR) | 8.068280862 |
Descriptive statistics
| Standard deviation | 9.057668844 |
|---|---|
| Coefficient of variation (CV) | 1.401362319 |
| Kurtosis | 5.544223978 |
| Mean | 6.463473949 |
| Median Absolute Deviation (MAD) | 3.37953808 |
| Skewness | 1.775190539 |
| Sum | 1357.329529 |
| Variance | 82.04136488 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10 | 4.8% |
| 10.85023946 | 1 | 0.5% |
| 15.14693244 | 1 | 0.5% |
| 0.9404137318 | 1 | 0.5% |
| 3.079059546 | 1 | 0.5% |
| 6.138945983 | 1 | 0.5% |
| 3.475043014 | 1 | 0.5% |
| 16.34276633 | 1 | 0.5% |
| 2.041283023 | 1 | 0.5% |
| -0.8805031447 | 1 | 0.5% |
| Other values (191) | 191 |
| Value | Count | Frequency (%) |
| -19 | 1 | |
| -16.2281997 | 1 | |
| -15.36488955 | 1 | |
| -4.305772746 | 1 | |
| -4.212723766 | 1 | |
| -2.975073593 | 1 | |
| -1.88074195 | 1 | |
| -1.425313992 | 1 | |
| -1.21664207 | 1 | |
| -1.056268522 | 1 |
| Value | Count | Frequency (%) |
| 48.58168995 | 1 | |
| 45.9432687 | 1 | |
| 42.3010339 | 1 | |
| 39.17818796 | 1 | |
| 33.30493215 | 1 | |
| 32.05301025 | 1 | |
| 31.68817625 | 1 | |
| 29.4176838 | 1 | |
| 24.90653418 | 1 | |
| 23.61629202 | 1 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 274.9692369 |
| Minimum | 0 |
|---|---|
| Maximum | 17567.3409 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.799252629 |
| Q1 | 33.02788036 |
| median | 81.28145065 |
| Q3 | 188.4884654 |
| 95-th percentile | 592.9408251 |
| Maximum | 17567.3409 |
| Range | 17567.3409 |
| Interquartile range (IQR) | 155.460585 |
Descriptive statistics
| Standard deviation | 1315.356673 |
|---|---|
| Coefficient of variation (CV) | 4.783650299 |
| Kurtosis | 147.9055909 |
| Mean | 274.9692369 |
| Median Absolute Deviation (MAD) | 62.25516763 |
| Skewness | 11.70077742 |
| Sum | 57743.53976 |
| Variance | 1730163.176 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 44.70408817 | 1 | 0.5% |
| 406.9451966 | 1 | 0.5% |
| 188.442323 | 1 | 0.5% |
| 492.5998814 | 1 | 0.5% |
| 13.66247265 | 1 | 0.5% |
| 16.52310964 | 1 | 0.5% |
| 48.3966927 | 1 | 0.5% |
| 12.99757243 | 1 | 0.5% |
| 174.032086 | 1 | 0.5% |
| 81.48310864 | 1 | 0.5% |
| Other values (200) | 200 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.1386405165 | 1 | |
| 1.750754396 | 1 | |
| 2.573670274 | 1 | |
| 2.867858584 | 1 | |
| 3.172478803 | 1 | |
| 3.390123217 | 1 | |
| 3.391833333 | 1 | |
| 3.50626577 | 1 | |
| 3.522322312 | 1 |
| Value | Count | Frequency (%) |
| 17567.3409 | 1 | |
| 7231.811966 | 1 | |
| 1628.430446 | 1 | |
| 1295.3375 | 1 | |
| 1219.1 | 1 | |
| 1206 | 1 | |
| 1133.713091 | 1 | |
| 1001.647059 | 1 | |
| 690.8455882 | 1 | |
| 656.1186047 | 1 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.397956237 |
| Minimum | -2.09694342 |
|---|---|
| Maximum | 11.48337102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 30 |
| Negative (%) | 14.3% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -2.09694342 |
|---|---|
| 5-th percentile | -0.5018014149 |
| Q1 | 0.4381089021 |
| median | 1.191326068 |
| Q3 | 2.324205409 |
| 95-th percentile | 3.531206196 |
| Maximum | 11.48337102 |
| Range | 13.58031444 |
| Interquartile range (IQR) | 1.886096507 |
Descriptive statistics
| Standard deviation | 1.557328423 |
|---|---|
| Coefficient of variation (CV) | 1.114003702 |
| Kurtosis | 8.800019899 |
| Mean | 1.397956237 |
| Median Absolute Deviation (MAD) | 0.9346412319 |
| Skewness | 1.81486404 |
| Sum | 293.5708097 |
| Variance | 2.425271817 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.746614638 | 1 | 0.5% |
| 2.588850081 | 1 | 0.5% |
| 0.4812025924 | 1 | 0.5% |
| 0.5129231006 | 1 | 0.5% |
| 1.533215429 | 1 | 0.5% |
| 1.111726056 | 1 | 0.5% |
| 1.357371607 | 1 | 0.5% |
| 3.844166656 | 1 | 0.5% |
| 2.67144283 | 1 | 0.5% |
| 0.2110737751 | 1 | 0.5% |
| Other values (200) | 200 |
| Value | Count | Frequency (%) |
| -2.09694342 | 1 | |
| -2.08130509 | 1 | |
| -1.854153107 | 1 | |
| -1.048262953 | 1 | |
| -0.818853336 | 1 | |
| -0.7831181044 | 1 | |
| -0.7294752569 | 1 | |
| -0.6582754466 | 1 | |
| -0.5939591836 | 1 | |
| -0.5329909827 | 1 |
| Value | Count | Frequency (%) |
| 11.48337102 | 1 | |
| 7.687222167 | 1 | |
| 5.879732354 | 1 | |
| 5.586433259 | 1 | |
| 5.204823279 | 1 | |
| 4.600184745 | 1 | |
| 4.558597536 | 1 | |
| 3.926527277 | 1 | |
| 3.844166656 | 1 | |
| 3.671493333 | 1 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32415351.14 |
| Minimum | 10009 |
|---|---|
| Maximum | 1337705000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 10009 |
|---|---|
| 5-th percentile | 48346.6 |
| Q1 | 772121 |
| median | 6003967.5 |
| Q3 | 20996966 |
| 95-th percentile | 105036181.3 |
| Maximum | 1337705000 |
| Range | 1337694991 |
| Interquartile range (IQR) | 20224845 |
Descriptive statistics
| Standard deviation | 129824256.9 |
|---|---|
| Coefficient of variation (CV) | 4.005023928 |
| Kurtosis | 83.61330917 |
| Mean | 32415351.14 |
| Median Absolute Deviation (MAD) | 5826735.5 |
| Skewness | 8.834548855 |
| Sum | 6807223739 |
| Variance | 1.685433769 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29185511 | 1 | 0.5% |
| 10039338 | 1 | 0.5% |
| 27013207 | 1 | 0.5% |
| 16615394 | 1 | 0.5% |
| 249750 | 1 | 0.5% |
| 4350700 | 1 | 0.5% |
| 5824058 | 1 | 0.5% |
| 16464025 | 1 | 0.5% |
| 158503203 | 1 | 0.5% |
| 2055004 | 1 | 0.5% |
| Other values (200) | 200 |
| Value | Count | Frequency (%) |
| 10009 | 1 | |
| 10521 | 1 | |
| 17954 | 1 | |
| 27796 | 1 | |
| 31221 | 1 | |
| 32658 | 1 | |
| 34056 | 1 | |
| 35609 | 1 | |
| 35996 | 1 | |
| 37582 | 1 |
| Value | Count | Frequency (%) |
| 1337705000 | 1 | |
| 1234281163 | 1 | |
| 309327143 | 1 | |
| 241834226 | 1 | |
| 195713637 | 1 | |
| 179424643 | 1 | |
| 158503203 | 1 | |
| 147575433 | 1 | |
| 142849468 | 1 | |
| 128070000 | 1 |
| Distinct | 205 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 623495.6717 |
| Minimum | 0 |
|---|---|
| Maximum | 17098250 |
| Zeros | 2 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 169 |
| Q1 | 11067.5 |
| median | 99338.95 |
| Q3 | 447187.5 |
| 95-th percentile | 2257033.5 |
| Maximum | 17098250 |
| Range | 17098250 |
| Interquartile range (IQR) | 436120 |
Descriptive statistics
| Standard deviation | 1852522.417 |
|---|---|
| Coefficient of variation (CV) | 2.971187293 |
| Kurtosis | 39.29973349 |
| Mean | 623495.6717 |
| Median Absolute Deviation (MAD) | 98903.95 |
| Skewness | 5.818019375 |
| Sum | 130934091.1 |
| Variance | 3.431839305 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 460 | 3 | 1.4% |
| 750 | 2 | 1.0% |
| 180 | 2 | 1.0% |
| 0 | 2 | 1.0% |
| 385178 | 1 | 0.5% |
| 147180 | 1 | 0.5% |
| 41540 | 1 | 0.5% |
| 18580 | 1 | 0.5% |
| 267710 | 1 | 0.5% |
| 130370 | 1 | 0.5% |
| Other values (195) | 195 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 20 | 1 | |
| 30 | 1 | |
| 34 | 1 | |
| 54 | 1 | |
| 54.4 | 1 | |
| 60 | 1 | |
| 74.92 | 1 | |
| 150 | 1 | |
| 160 | 1 |
| Value | Count | Frequency (%) |
| 17098250 | 1 | |
| 9879750 | 1 | |
| 9831510 | 1 | |
| 9600000.7 | 1 | |
| 8515770 | 1 | |
| 7741220 | 1 | |
| 3287260 | 1 | |
| 2780400 | 1 | |
| 2724902 | 1 | |
| 2381740 | 1 |
| Distinct | 209 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.031065107 |
| Minimum | -2.972201179 |
|---|---|
| Maximum | 11.65102632 |
| Zeros | 2 |
| Zeros (%) | 1.0% |
| Negative | 29 |
| Negative (%) | 13.8% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | -2.972201179 |
|---|---|
| 5-th percentile | -0.5323038738 |
| Q1 | 0.5970791633 |
| median | 1.668815808 |
| Q3 | 3.322193125 |
| 95-th percentile | 5.320428376 |
| Maximum | 11.65102632 |
| Range | 14.62322749 |
| Interquartile range (IQR) | 2.725113961 |
Descriptive statistics
| Standard deviation | 2.008396716 |
|---|---|
| Coefficient of variation (CV) | 0.988839161 |
| Kurtosis | 1.946692687 |
| Mean | 2.031065107 |
| Median Absolute Deviation (MAD) | 1.361755795 |
| Skewness | 0.8450002233 |
| Sum | 426.5236725 |
| Variance | 4.033657371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2 | 1.0% |
| 3.630998735 | 1 | 0.5% |
| 6.303467699 | 1 | 0.5% |
| 2.493218363 | 1 | 0.5% |
| 1.488584168 | 1 | 0.5% |
| 2.247800923 | 1 | 0.5% |
| 1.04210166 | 1 | 0.5% |
| 1.702312212 | 1 | 0.5% |
| 3.819491944 | 1 | 0.5% |
| 4.74429723 | 1 | 0.5% |
| Other values (199) | 199 |
| Value | Count | Frequency (%) |
| -2.972201179 | 1 | |
| -2.224153089 | 1 | |
| -2.041489814 | 1 | |
| -1.165674753 | 1 | |
| -0.904111687 | 1 | |
| -0.7831181044 | 1 | |
| -0.7161376594 | 1 | |
| -0.6496788201 | 1 | |
| -0.62623316 | 1 | |
| -0.5690420314 | 1 |
| Value | Count | Frequency (%) |
| 11.65102632 | 1 | |
| 8.098362718 | 1 | |
| 7.073622708 | 1 | |
| 6.986901386 | 1 | |
| 6.561438276 | 1 | |
| 6.303467699 | 1 | |
| 5.879732354 | 1 | |
| 5.826521394 | 1 | |
| 5.787531448 | 1 | |
| 5.403143331 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | country | country code | countryiso3code | NE.EXP.GNFS.ZS | BX.KLT.DINV.CD.WD | NY.GDP.MKTP.CD | NY.GDP.MKTP.KD.ZG | NE.IMP.GNFS.ZS | NY.GDP.DEFL.KD.ZG | EN.POP.DNST | SP.POP.GROW | SP.POP.TOTL | AG.SRF.TOTL.K2 | SP.URB.GROW | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10 | Afghanistan | AF | AFG | 0.000000 | 1.907744e+08 | 1.585668e+10 | 14.362441 | 0.000000 | 3.814630 | 44.704088 | 2.746615 | 29185511.0 | 652860.0 | 3.630999 |
| 1 | 31 | Albania | AL | ALB | 27.979435 | 1.089898e+09 | 1.192692e+10 | 3.706938 | 48.563955 | 4.493143 | 106.314635 | -0.496462 | 2913021.0 | 28750.0 | 1.609373 |
| 2 | 52 | Algeria | DZ | DZA | 38.444547 | 2.300369e+09 | 1.612073e+11 | 3.600000 | 31.422114 | 16.119981 | 15.105533 | 1.805005 | 35977451.0 | 2381740.0 | 2.867782 |
| 3 | 73 | American Samoa | AS | ASM | 63.525305 | 0.000000e+00 | 5.730000e+08 | 0.299850 | 94.415358 | -15.364890 | 280.420000 | -1.048263 | 56084.0 | 200.0 | -1.165675 |
| 4 | 94 | Andorra | AD | AND | 0.000000 | 0.000000e+00 | 3.449926e+09 | -1.974958 | 0.000000 | 0.374314 | 179.689362 | -0.008288 | 84454.0 | 470.0 | -0.113253 |
| 5 | 115 | Angola | AO | AGO | 61.543116 | -3.227211e+09 | 8.169956e+10 | 4.860000 | 42.580519 | 31.688176 | 18.734457 | 3.671493 | 23356247.0 | 1246700.0 | 4.932272 |
| 6 | 136 | Antigua and Barbuda | AG | ATG | 79.587553 | 9.667921e+07 | 1.148700e+09 | -7.840595 | 73.258337 | 1.473357 | 200.068182 | 1.472794 | 88030.0 | 440.0 | -0.716138 |
| 7 | 157 | Argentina | AR | ARG | 18.933823 | 1.133272e+10 | 4.236274e+11 | 10.125398 | 16.037190 | 20.915124 | 14.904302 | 0.752218 | 40788453.0 | 2780400.0 | 0.926286 |
| 8 | 178 | Armenia | AM | ARM | 19.748415 | 5.293214e+08 | 9.260285e+09 | 2.200000 | 44.894561 | 7.768715 | 101.064770 | -0.373955 | 2877314.0 | 29740.0 | -0.531464 |
| 9 | 199 | Aruba | AW | ABW | 60.223133 | 1.867598e+08 | 2.453631e+09 | -2.732596 | 75.250455 | -1.216642 | 564.805556 | 0.209731 | 101665.0 | 180.0 | -0.626233 |
Last rows
| df_index | country | country code | countryiso3code | NE.EXP.GNFS.ZS | BX.KLT.DINV.CD.WD | NY.GDP.MKTP.CD | NY.GDP.MKTP.KD.ZG | NE.IMP.GNFS.ZS | NY.GDP.DEFL.KD.ZG | EN.POP.DNST | SP.POP.GROW | SP.POP.TOTL | AG.SRF.TOTL.K2 | SP.URB.GROW | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 200 | 4210 | United States | US | USA | 12.341361 | 2.640390e+11 | 1.504896e+13 | 2.708857 | 15.878534 | 1.201792 | 33.815780 | 0.829617 | 309327143.0 | 9831510.0 | 1.035345 |
| 201 | 4231 | Uruguay | UY | URY | 26.342995 | 2.191068e+09 | 4.028448e+10 | 7.803410 | 25.356043 | 4.907025 | 19.193652 | 0.286096 | 3359273.0 | 176220.0 | 0.503469 |
| 202 | 4252 | Uzbekistan | UZ | UZB | 24.275405 | 1.662748e+09 | 4.976568e+10 | 7.597168 | 24.980465 | 48.581690 | 67.142454 | 2.822850 | 28562400.0 | 447400.0 | 3.777233 |
| 203 | 4273 | Vanuatu | VU | VUT | 48.718383 | 6.310940e+07 | 6.707132e+08 | 1.260682 | 55.104930 | 1.469890 | 19.377851 | 2.560702 | 236216.0 | 12190.0 | 3.282617 |
| 204 | 4294 | Venezuela, RB | VE | VEN | 28.530407 | 1.583000e+09 | 3.931924e+11 | -1.488791 | 17.606487 | 45.943269 | 32.243004 | 1.448317 | 28439942.0 | 912050.0 | 1.477840 |
| 205 | 4315 | Vietnam | VN | VNM | 0.000000 | 8.000000e+09 | 1.471989e+11 | 6.423238 | 0.000000 | 42.301034 | 283.702567 | 1.000129 | 87967655.0 | 330954.0 | 3.177057 |
| 206 | 4336 | Virgin Islands (U.S.) | VI | VIR | 299.375578 | 0.000000e+00 | 4.324000e+09 | 0.596383 | 287.025902 | 2.317669 | 309.591429 | -0.043366 | 108357.0 | 350.0 | 0.141565 |
| 207 | 4357 | Yemen, Rep. | YE | YEM | 29.995078 | 1.886418e+08 | 3.090675e+10 | 7.702307 | 34.390559 | 23.616292 | 43.856382 | 2.795766 | 23154854.0 | 527970.0 | 4.644309 |
| 208 | 4378 | Zambia | ZM | ZMB | 37.025933 | 1.729300e+09 | 2.026556e+10 | 10.298223 | 30.874986 | 13.950913 | 18.302622 | 2.914655 | 13605986.0 | 752610.0 | 4.177851 |
| 209 | 4399 | Zimbabwe | ZW | ZWE | 29.640895 | 1.225867e+08 | 1.204166e+10 | 19.675323 | 53.483295 | 4.098405 | 32.823389 | 1.353964 | 12697728.0 | 390760.0 | 0.807209 |